services

AI Installation & Operations

We help your team get AI running the right way from day one, with patient guidance, clean setup, and clear runbooks so everyone can use it confidently.

applications

Tools & platforms we work with

OpenClaw

background
An open AI workflow/runtime option for local or cloud deployment.
solves
Helps teams run AI tools in a controlled environment with clearer setup and access management.

Dify

background
A platform for orchestrating and operating LLM apps and agents.
solves
Helps teams ship AI assistants faster with repeatable deployment and monitoring workflows.
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case studies

What we've shipped

Real engagements, summarized. Client names anonymized when applicable.

RAG Support Agent in Production

client need
Support team needed faster response at scale while keeping answer quality stable.
what we did
Built and deployed a multi-agent RAG support system with custom tools and a human-vs-AI comparison loop for continuous retraining.
outcome
Handled 3K+ tickets per month, reduced average response time by 45%, and improved resolution accuracy by 30%.

LLM Optimization Pipeline

client need
Agent decisions lacked consistency across complex scenarios.
what we did
Fine-tuned with DPO/RLHF, implemented feedback-driven self-optimization, and deployed through an operational AI workflow platform.
outcome
Model decision accuracy reached 95% with stronger robustness in production.
other services

Related work we also do

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